Available to hire
I run AI FinOps, LLM Cost Optimisation & prompt tuning for teams using OpenAI/Anthropic/Bedrock/Vertex.
Services:
• AI Spend Audit (metadata-only, PII-safe)
• Shadow AI / orphaned spend reconciliation (billing vs logs)
• LLM gateway: routing, caching, budgets, rate limits, prompt tuning
• Observability: trace-level cost attribution + anomaly detection
DM “FINOPS” + your vendor mix + spend range.
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Language
English
Advanced
Work Experience
Tech Lead, AI/ML Decision Workflows at Accenture Strategy & Consulting
December 1, 2024 - July 1, 2025Designed and integrated LLM-driven backend services (Python, FastAPI) for BFSI workflow orchestration including intent classification, RAG-based retrieval, and rule-based validation. Architected an agent orchestration framework routing requests across specialized LLM agents using confidence thresholds, fallbacks, policy checks, and improved response reliability. Optimized asynchronous pipelines, retrieval logic, and prompt structure, achieving ~60% 95th percentile latency reduction and ~40% error reduction in pre-production evaluation. Established structured evaluation and logging pipelines across recurring internal test cycles to analyze model behavior and iteratively improve response consistency.
Manager, AI & Analytics at Deloitte
August 1, 2020 - October 1, 2024Engineered Python-based analytics and risk mitigation frameworks used across multiple BFSI client engagements, automating compliance workflows and reducing quarterly analysis cycle time by ~20 days. Modeled scalable batch data-processing pipelines over 10M+ transactional records to support segmentation, forecasting, and ML-driven decision making in regulated environments. Led hands-on development and code reviews, improving data quality checks and reducing downstream rework by ~35%. Conducted tier-based vendor assessments for AI/GenAI platforms assessing capability, cost, security, and regulatory fit to guide technology selection.
Senior Data Scientist, Risk Control (Python Systems) at UBS Investment Bank
August 1, 2018 - July 1, 2020Deployed Python-based automation and analytics components across multiple compliance monitoring processes, reducing identified conduct-risk incidents by ~17%. Developed data ingestion, feature engineering, and analytics pipelines; partnered with engineering teams to productize analytics logic, improving turnaround time by ~40%.
Data Scientist, Consumer Bank, BIU at Kotak Mahindra Bank Ltd
June 1, 2017 - June 1, 2018Built ML-driven customer segmentation and propensity models over large transactional datasets, improving retention by ~6% and increasing digital conversions through targeted analytics.
Education
PGP Software Engineering at IIIT Bangalore
February 1, 2019 - April 1, 2020PGP Data Science & Business Analytics at Praxis Business School
June 1, 2016 - May 1, 2017B.Tech in Electronics and Communication Engineering at Graphic Era University, Dehradun
June 1, 2011 - July 1, 2015Qualifications
Industry Experience
Financial Services, Professional Services, Software & Internet
Experience Level
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
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